The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jun. 11, 2024

Filed:

Jan. 12, 2018
Applicant:

Perceive Corporation, San Jose, CA (US);

Inventors:

Andrew Mihal, San Jose, CA (US);

Steven Teig, Menlo Park, CA (US);

Assignee:

PERCEIVE CORPORATION, San Jose, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06N 3/042 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 3/042 (2023.01);
Abstract

Some embodiments of the invention provide a novel method for training a multi-layer node network. Some embodiments train the multi-layer network using a set of inputs generated with random misalignments incorporated into the training data set. In some embodiments, the training data set is a synthetically generated training set based on a three-dimensional ground truth model as it would be sensed by a sensor array from different positions and with different deviations from ideal alignment and placement. Some embodiments dynamically generate training data sets when a determination is made that more training is required. Training data sets, in some embodiments, are generated based on training data sets for which the multi-layer node network has produced bad results.


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